Dataset info
| Number of variables | 32 |
|---|---|
| Number of observations | 125973 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 9 (< 0.1%) |
| Total size in memory | 30.8 MiB |
| Average record size in memory | 256.0 B |
Variables types
| Numeric | 21 |
|---|---|
| Categorical | 2 |
| Boolean | 2 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 7 |
| Unsupported | 0 |
Warnings
| Dataset has 9 (< 0.1%) duplicate rows | Warning |
diff_srv_rate has 76217 (60.5%) zeros | Zeros |
dst_bytes is highly skewed (γ1 = 290.0529108) | Skewed |
dst_bytes has 67967 (54.0%) zeros | Zeros |
dst_host_diff_srv_rate has 46989 (37.3%) zeros | Zeros |
dst_host_rerror_rate has 103178 (81.9%) zeros | Zeros |
dst_host_same_src_port_rate has 63023 (50.0%) zeros | Zeros |
dst_host_same_srv_rate has 6927 (5.5%) zeros | Zeros |
dst_host_serror_rate has 81386 (64.6%) zeros | Zeros |
dst_host_srv_diff_host_rate has 86904 (69.0%) zeros | Zeros |
dst_host_srv_rerror_rate is highly correlated with dst_host_rerror_rate (ρ = 0.9246878916) | Rejected |
dst_host_srv_serror_rate is highly correlated with dst_host_serror_rate (ρ = 0.9850522228) | Rejected |
duration has 115955 (92.0%) zeros | Zeros |
hot has 123302 (97.9%) zeros | Zeros |
label has 45927 (36.5%) zeros | Zeros |
num_compromised is highly skewed (γ1 = 250.1078834) | Skewed |
num_compromised has 124687 (99.0%) zeros | Zeros |
num_root is highly correlated with num_compromised (ρ = 0.9988334526) | Rejected |
rerror_rate is highly correlated with dst_host_srv_rerror_rate (ρ = 0.9644486655) | Rejected |
same_srv_rate has 2766 (2.2%) zeros | Zeros |
serror_rate is highly correlated with dst_host_srv_serror_rate (ρ = 0.9811389586) | Rejected |
src_bytes is highly skewed (γ1 = 190.669347) | Skewed |
src_bytes has 49392 (39.2%) zeros | Zeros |
srv_diff_host_rate has 97574 (77.5%) zeros | Zeros |
srv_rerror_rate is highly correlated with rerror_rate (ρ = 0.989007653) | Rejected |
srv_serror_rate is highly correlated with serror_rate (ρ = 0.9932892425) | Rejected |
count
Numeric
| Distinct count | 512 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 84.10755479 |
|---|---|
| Minimum | 0 |
| Maximum | 511 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 14 |
| Q3 | 143 |
| 95-th percentile | 286 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range | 141 |
Descriptive statistics
| Standard deviation | 114.5086074 |
|---|---|
| Coef of variation | 1.361454481 |
| Kurtosis | 2.006916631 |
| Mean | 84.10755479 |
| MAD | 93.68926792 |
| Skewness | 1.514274519 |
| Sum | 10595281 |
| Variance | 13112.22116 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 27763 | 22.0% | |
| 2 | 9474 | 7.5% | |
| 3 | 3962 | 3.1% | |
| 4 | 3550 | 2.8% | |
| 5 | 2980 | 2.4% | |
| 6 | 2413 | 1.9% | |
| 7 | 2325 | 1.8% | |
| 8 | 1902 | 1.5% | |
| 9 | 1712 | 1.4% | |
| 10 | 1610 | 1.3% | |
| Other values (502) | 68282 | 54.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | < 0.1% | |
| 1 | 27763 | 22.0% | |
| 2 | 9474 | 7.5% | |
| 3 | 3962 | 3.1% | |
| 4 | 3550 | 2.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 511 | 1437 | 1.1% | |
| 510 | 307 | 0.2% | |
| 509 | 243 | 0.2% | |
| 508 | 31 | < 0.1% | |
| 507 | 6 | < 0.1% |
diff_srv_rate
Numeric
| Distinct count | 95 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06305263826 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 60.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 0.29 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.06 |
Descriptive statistics
| Standard deviation | 0.1803144075 |
|---|---|
| Coef of variation | 2.859744056 |
| Kurtosis | 18.8994721 |
| Mean | 0.06305263826 |
| MAD | 0.08005609995 |
| Skewness | 4.379815401 |
| Sum | 7942.93 |
| Variance | 0.03251328556 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 76217 | 60.5% | |
| 0.06 | 18998 | 15.1% | |
| 0.07 | 9515 | 7.6% | |
| 0.05 | 6887 | 5.5% | |
| 1 | 3438 | 2.7% | |
| 0.08 | 1883 | 1.5% | |
| 0.01 | 1013 | 0.8% | |
| 0.09 | 645 | 0.5% | |
| 0.04 | 627 | 0.5% | |
| 0.5 | 549 | 0.4% | |
| Other values (85) | 6201 | 4.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 76217 | 60.5% | |
| 0.01 | 1013 | 0.8% | |
| 0.02 | 264 | 0.2% | |
| 0.03 | 282 | 0.2% | |
| 0.04 | 627 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3438 | 2.7% | |
| 0.99 | 39 | < 0.1% | |
| 0.98 | 6 | < 0.1% | |
| 0.97 | 7 | < 0.1% | |
| 0.96 | 29 | < 0.1% |
dst_bytes
Numeric
| Distinct count | 9326 |
|---|---|
| Unique (%) | 7.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19779.11442 |
|---|---|
| Minimum | 0 |
| Maximum | 1309937401 |
| Zeros (%) | 54.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 516 |
| 95-th percentile | 8314 |
| Maximum | 1309937401 |
| Range | 1309937401 |
| Interquartile range | 516 |
Descriptive statistics
| Standard deviation | 4021269.151 |
|---|---|
| Coef of variation | 203.3088573 |
| Kurtosis | 90941.73453 |
| Mean | 19779.11442 |
| MAD | 37014.14151 |
| Skewness | 290.0529108 |
| Sum | 2491634381 |
| Variance | 1.617060559e+13 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 67967 | 54.0% | |
| 105 | 1497 | 1.2% | |
| 8314 | 888 | 0.7% | |
| 330 | 528 | 0.4% | |
| 331 | 512 | 0.4% | |
| 44 | 511 | 0.4% | |
| 42 | 478 | 0.4% | |
| 328 | 470 | 0.4% | |
| 332 | 469 | 0.4% | |
| 4 | 454 | 0.4% | |
| Other values (9316) | 52199 | 41.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 67967 | 54.0% | |
| 1 | 22 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 454 | 0.4% | |
| 5 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1309937401 | 1 | < 0.1% | |
| 400291060 | 2 | < 0.1% | |
| 7028652 | 1 | < 0.1% | |
| 5155468 | 1 | < 0.1% | |
| 5153771 | 1 | < 0.1% |
dst_host_count
Numeric
| Distinct count | 256 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 182.1489446 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 82 |
| Median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range | 173 |
Descriptive statistics
| Standard deviation | 99.20621303 |
|---|---|
| Coef of variation | 0.544643359 |
| Kurtosis | -1.065772798 |
| Mean | 182.1489446 |
| MAD | 89.49111684 |
| Skewness | -0.8334376779 |
| Sum | 22945849 |
| Variance | 9841.872705 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 255 | 74099 | 58.8% | |
| 1 | 3119 | 2.5% | |
| 2 | 2733 | 2.2% | |
| 3 | 1280 | 1.0% | |
| 4 | 1198 | 1.0% | |
| 5 | 723 | 0.6% | |
| 6 | 701 | 0.6% | |
| 7 | 645 | 0.5% | |
| 8 | 595 | 0.5% | |
| 9 | 578 | 0.5% | |
| Other values (246) | 40302 | 32.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 1 | 3119 | 2.5% | |
| 2 | 2733 | 2.2% | |
| 3 | 1280 | 1.0% | |
| 4 | 1198 | 1.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 255 | 74099 | 58.8% | |
| 254 | 70 | 0.1% | |
| 253 | 89 | 0.1% | |
| 252 | 77 | 0.1% | |
| 251 | 90 | 0.1% |
dst_host_diff_srv_rate
Numeric
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08295110857 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 37.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0.02 |
| Q3 | 0.07 |
| 95-th percentile | 0.56 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.07 |
Descriptive statistics
| Standard deviation | 0.1889217999 |
|---|---|
| Coef of variation | 2.277507838 |
| Kurtosis | 12.63440958 |
| Mean | 0.08295110857 |
| MAD | 0.09559500309 |
| Skewness | 3.609600381 |
| Sum | 10449.6 |
| Variance | 0.03569144648 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 46989 | 37.3% | |
| 0.07 | 16570 | 13.2% | |
| 0.06 | 9787 | 7.8% | |
| 0.01 | 9295 | 7.4% | |
| 0.05 | 7321 | 5.8% | |
| 0.08 | 7001 | 5.6% | |
| 0.02 | 6716 | 5.3% | |
| 0.03 | 3563 | 2.8% | |
| 0.04 | 3091 | 2.5% | |
| 0.09 | 2569 | 2.0% | |
| Other values (91) | 13071 | 10.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 46989 | 37.3% | |
| 0.01 | 9295 | 7.4% | |
| 0.02 | 6716 | 5.3% | |
| 0.03 | 3563 | 2.8% | |
| 0.04 | 3091 | 2.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2139 | 1.7% | |
| 0.99 | 31 | < 0.1% | |
| 0.98 | 35 | < 0.1% | |
| 0.97 | 86 | 0.1% | |
| 0.96 | 63 | 0.1% |
dst_host_rerror_rate
Numeric
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1188318132 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 81.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.306557458 |
|---|---|
| Coef of variation | 2.579759156 |
| Kurtosis | 3.69274866 |
| Mean | 0.1188318132 |
| MAD | 0.2018455192 |
| Skewness | 2.347445837 |
| Sum | 14969.6 |
| Variance | 0.09397747507 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 103178 | 81.9% | |
| 1 | 10298 | 8.2% | |
| 0.01 | 1800 | 1.4% | |
| 0.02 | 1222 | 1.0% | |
| 0.03 | 497 | 0.4% | |
| 0.05 | 409 | 0.3% | |
| 0.04 | 397 | 0.3% | |
| 0.91 | 267 | 0.2% | |
| 0.92 | 257 | 0.2% | |
| 0.89 | 244 | 0.2% | |
| Other values (91) | 7404 | 5.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 103178 | 81.9% | |
| 0.01 | 1800 | 1.4% | |
| 0.02 | 1222 | 1.0% | |
| 0.03 | 497 | 0.4% | |
| 0.04 | 397 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 10298 | 8.2% | |
| 0.99 | 52 | < 0.1% | |
| 0.98 | 68 | 0.1% | |
| 0.97 | 106 | 0.1% | |
| 0.96 | 168 | 0.1% |
dst_host_same_src_port_rate
Numeric
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.148378859 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 50.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.06 |
Descriptive statistics
| Standard deviation | 0.3089971304 |
|---|---|
| Coef of variation | 2.082487576 |
| Kurtosis | 2.762402078 |
| Mean | 0.148378859 |
| MAD | 0.217753766 |
| Skewness | 2.087039441 |
| Sum | 18691.73 |
| Variance | 0.09547922658 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 63023 | 50.0% | |
| 0.01 | 17657 | 14.0% | |
| 1 | 10307 | 8.2% | |
| 0.02 | 5743 | 4.6% | |
| 0.03 | 3278 | 2.6% | |
| 0.04 | 2096 | 1.7% | |
| 0.05 | 1664 | 1.3% | |
| 0.06 | 1299 | 1.0% | |
| 0.08 | 1086 | 0.9% | |
| 0.5 | 1077 | 0.9% | |
| Other values (91) | 18743 | 14.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 63023 | 50.0% | |
| 0.01 | 17657 | 14.0% | |
| 0.02 | 5743 | 4.6% | |
| 0.03 | 3278 | 2.6% | |
| 0.04 | 2096 | 1.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 10307 | 8.2% | |
| 0.99 | 139 | 0.1% | |
| 0.98 | 192 | 0.2% | |
| 0.97 | 145 | 0.1% | |
| 0.96 | 229 | 0.2% |
dst_host_same_srv_rate
Numeric
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.5212416946 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 5.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| Median | 0.51 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.95 |
Descriptive statistics
| Standard deviation | 0.4489493637 |
|---|---|
| Coef of variation | 0.861307467 |
| Kurtosis | -1.884045869 |
| Mean | 0.5212416946 |
| MAD | 0.4355811986 |
| Skewness | -0.01044802066 |
| Sum | 65662.38 |
| Variance | 0.2015555312 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 49059 | 38.9% | |
| 0.01 | 7780 | 6.2% | |
| 0 | 6927 | 5.5% | |
| 0.02 | 6593 | 5.2% | |
| 0.07 | 5672 | 4.5% | |
| 0.04 | 5208 | 4.1% | |
| 0.05 | 4951 | 3.9% | |
| 0.03 | 4049 | 3.2% | |
| 0.06 | 3444 | 2.7% | |
| 0.08 | 2816 | 2.2% | |
| Other values (91) | 29474 | 23.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 6927 | 5.5% | |
| 0.01 | 7780 | 6.2% | |
| 0.02 | 6593 | 5.2% | |
| 0.03 | 4049 | 3.2% | |
| 0.04 | 5208 | 4.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 49059 | 38.9% | |
| 0.99 | 688 | 0.5% | |
| 0.98 | 821 | 0.7% | |
| 0.97 | 478 | 0.4% | |
| 0.96 | 675 | 0.5% |
dst_host_serror_rate
Numeric
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.284452462 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 64.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.4447840503 |
|---|---|
| Coef of variation | 1.563649853 |
| Kurtosis | -1.046995556 |
| Mean | 0.284452462 |
| MAD | 0.3992350426 |
| Skewness | 0.9659523157 |
| Sum | 35833.33 |
| Variance | 0.1978328514 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 81386 | 64.6% | |
| 1 | 33562 | 26.6% | |
| 0.01 | 3345 | 2.7% | |
| 0.02 | 1158 | 0.9% | |
| 0.03 | 711 | 0.6% | |
| 0.09 | 419 | 0.3% | |
| 0.08 | 413 | 0.3% | |
| 0.04 | 372 | 0.3% | |
| 0.99 | 304 | 0.2% | |
| 0.05 | 298 | 0.2% | |
| Other values (91) | 4005 | 3.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 81386 | 64.6% | |
| 0.01 | 3345 | 2.7% | |
| 0.02 | 1158 | 0.9% | |
| 0.03 | 711 | 0.6% | |
| 0.04 | 372 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 33562 | 26.6% | |
| 0.99 | 304 | 0.2% | |
| 0.98 | 169 | 0.1% | |
| 0.97 | 100 | 0.1% | |
| 0.96 | 102 | 0.1% |
dst_host_srv_count
Numeric
| Distinct count | 256 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 115.653005 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| Median | 63 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range | 245 |
Descriptive statistics
| Standard deviation | 110.7027408 |
|---|---|
| Coef of variation | 0.957197271 |
| Kurtosis | -1.756334887 |
| Mean | 115.653005 |
| MAD | 105.1586717 |
| Skewness | 0.2837211875 |
| Sum | 14569156 |
| Variance | 12255.09682 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 255 | 35993 | 28.6% | |
| 1 | 8449 | 6.7% | |
| 2 | 5161 | 4.1% | |
| 3 | 2768 | 2.2% | |
| 4 | 2488 | 2.0% | |
| 5 | 2336 | 1.9% | |
| 20 | 2300 | 1.8% | |
| 254 | 2238 | 1.8% | |
| 6 | 2222 | 1.8% | |
| 19 | 2190 | 1.7% | |
| Other values (246) | 59828 | 47.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 1 | 8449 | 6.7% | |
| 2 | 5161 | 4.1% | |
| 3 | 2768 | 2.2% | |
| 4 | 2488 | 2.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 255 | 35993 | 28.6% | |
| 254 | 2238 | 1.8% | |
| 253 | 472 | 0.4% | |
| 252 | 213 | 0.2% | |
| 251 | 402 | 0.3% |
dst_host_srv_diff_host_rate
Numeric
| Distinct count | 75 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.03254244957 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 69.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.02 |
| 95-th percentile | 0.18 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.02 |
Descriptive statistics
| Standard deviation | 0.1125638049 |
|---|---|
| Coef of variation | 3.458983769 |
| Kurtosis | 35.77323559 |
| Mean | 0.03254244957 |
| MAD | 0.04923123099 |
| Skewness | 5.548174497 |
| Sum | 4099.47 |
| Variance | 0.01267061017 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 86904 | 69.0% | |
| 0.02 | 7952 | 6.3% | |
| 0.01 | 7146 | 5.7% | |
| 0.03 | 4723 | 3.7% | |
| 0.04 | 4518 | 3.6% | |
| 0.05 | 3048 | 2.4% | |
| 0.5 | 1550 | 1.2% | |
| 0.06 | 1330 | 1.1% | |
| 0.07 | 1036 | 0.8% | |
| 0.25 | 951 | 0.8% | |
| Other values (65) | 6815 | 5.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 86904 | 69.0% | |
| 0.01 | 7146 | 5.7% | |
| 0.02 | 7952 | 6.3% | |
| 0.03 | 4723 | 3.7% | |
| 0.04 | 4518 | 3.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 691 | 0.5% | |
| 0.97 | 2 | < 0.1% | |
| 0.93 | 1 | < 0.1% | |
| 0.88 | 1 | < 0.1% | |
| 0.86 | 2 | < 0.1% |
dst_host_srv_rerror_rate
Highly correlated
This variable is highly correlated with dst_host_rerror_rate and should be ignored for analysis
| Correlation | 0.9246878916 |
|---|
dst_host_srv_serror_rate
Highly correlated
This variable is highly correlated with dst_host_serror_rate and should be ignored for analysis
| Correlation | 0.9850522228 |
|---|
duration
Numeric
| Distinct count | 2981 |
|---|---|
| Unique (%) | 2.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 287.14465 |
|---|---|
| Minimum | 0 |
| Maximum | 42908 |
| Zeros (%) | 92.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 42908 |
| Range | 42908 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 2604.51531 |
|---|---|
| Coef of variation | 9.070394693 |
| Kurtosis | 156.0768098 |
| Mean | 287.14465 |
| MAD | 558.1253359 |
| Skewness | 11.88022985 |
| Sum | 36172473 |
| Variance | 6783499.999 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 115955 | 92.0% | |
| 1 | 1989 | 1.6% | |
| 2 | 843 | 0.7% | |
| 3 | 557 | 0.4% | |
| 4 | 351 | 0.3% | |
| 5 | 298 | 0.2% | |
| 27 | 197 | 0.2% | |
| 6 | 193 | 0.2% | |
| 28 | 181 | 0.1% | |
| 7 | 127 | 0.1% | |
| Other values (2971) | 5282 | 4.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 115955 | 92.0% | |
| 1 | 1989 | 1.6% | |
| 2 | 843 | 0.7% | |
| 3 | 557 | 0.4% | |
| 4 | 351 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 42908 | 1 | < 0.1% | |
| 42888 | 1 | < 0.1% | |
| 42862 | 1 | < 0.1% | |
| 42837 | 1 | < 0.1% | |
| 42804 | 1 | < 0.1% |
flag
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.62219682 |
|---|---|
| Minimum | 1 |
| Maximum | 11 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.025197008 |
|---|---|
| Coef of variation | 0.6319806545 |
| Kurtosis | 13.82434353 |
| Mean | 1.62219682 |
| MAD | 0.7403259535 |
| Skewness | 2.969303382 |
| Sum | 204353 |
| Variance | 1.051028905 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=11)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 6.5 7.5 8.5 9.5 11. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 74945 | 59.5% | |
| 2 | 34851 | 27.7% | |
| 3 | 11233 | 8.9% | |
| 4 | 2421 | 1.9% | |
| 6 | 1562 | 1.2% | |
| 7 | 365 | 0.3% | |
| 5 | 271 | 0.2% | |
| 10 | 127 | 0.1% | |
| 8 | 103 | 0.1% | |
| 9 | 49 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 74945 | 59.5% | |
| 2 | 34851 | 27.7% | |
| 3 | 11233 | 8.9% | |
| 4 | 2421 | 1.9% | |
| 5 | 271 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 46 | < 0.1% | |
| 10 | 127 | 0.1% | |
| 9 | 49 | < 0.1% | |
| 8 | 103 | 0.1% | |
| 7 | 365 | 0.3% |
hot
Numeric
| Distinct count | 28 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2044088813 |
|---|---|
| Minimum | 0 |
| Maximum | 77 |
| Zeros (%) | 97.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 2.149968434 |
|---|---|
| Coef of variation | 10.51797955 |
| Kurtosis | 168.0142645 |
| Mean | 0.2044088813 |
| MAD | 0.4001496174 |
| Skewness | 12.58988613 |
| Sum | 25750 |
| Variance | 4.622364266 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=28)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 123302 | 97.9% | |
| 2 | 1037 | 0.8% | |
| 1 | 369 | 0.3% | |
| 28 | 277 | 0.2% | |
| 30 | 256 | 0.2% | |
| 4 | 173 | 0.1% | |
| 6 | 140 | 0.1% | |
| 5 | 76 | 0.1% | |
| 24 | 68 | 0.1% | |
| 19 | 57 | < 0.1% | |
| Other values (18) | 218 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 123302 | 97.9% | |
| 1 | 369 | 0.3% | |
| 2 | 1037 | 0.8% | |
| 3 | 54 | < 0.1% | |
| 4 | 173 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 77 | 1 | < 0.1% | |
| 44 | 2 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 30 | 256 | 0.2% | |
| 28 | 277 | 0.2% |
is_guest_login
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 1187 |
| Value | Count | Frequency (%) | |
| 0 | 124786 | 99.1% | |
| 1 | 1187 | 0.9% |
label
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7449850365 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 36.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.6537475066 |
|---|---|
| Coef of variation | 0.8775310571 |
| Kurtosis | 0.2558293474 |
| Mean | 0.7449850365 |
| MAD | 0.5432104938 |
| Skewness | 0.5219623153 |
| Sum | 93848 |
| Variance | 0.4273858024 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 1 | 67343 | 53.5% | |
| 0 | 45927 | 36.5% | |
| 2 | 11656 | 9.3% | |
| 3 | 995 | 0.8% | |
| 4 | 52 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 45927 | 36.5% | |
| 1 | 67343 | 53.5% | |
| 2 | 11656 | 9.3% | |
| 3 | 995 | 0.8% | |
| 4 | 52 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 52 | < 0.1% | |
| 3 | 995 | 0.8% | |
| 2 | 11656 | 9.3% | |
| 1 | 67343 | 53.5% | |
| 0 | 45927 | 36.5% |
logged_in
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 76121 | 60.4% | |
| 1 | 49852 | 39.6% |
num_compromised
Numeric
| Distinct count | 88 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2792503155 |
|---|---|
| Minimum | 0 |
| Maximum | 7479 |
| Zeros (%) | 99.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7479 |
| Range | 7479 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 23.94204224 |
|---|---|
| Coef of variation | 85.73684938 |
| Kurtosis | 75956.22769 |
| Mean | 0.2792503155 |
| MAD | 0.5527991569 |
| Skewness | 250.1078834 |
| Sum | 35178 |
| Variance | 573.2213868 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 124687 | 99.0% | |
| 1 | 976 | 0.8% | |
| 2 | 98 | 0.1% | |
| 4 | 40 | < 0.1% | |
| 3 | 38 | < 0.1% | |
| 6 | 19 | < 0.1% | |
| 5 | 17 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 8 | 3 | < 0.1% | |
| Other values (78) | 87 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 124687 | 99.0% | |
| 1 | 976 | 0.8% | |
| 2 | 98 | 0.1% | |
| 3 | 38 | < 0.1% | |
| 4 | 40 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7479 | 1 | < 0.1% | |
| 1739 | 1 | < 0.1% | |
| 1043 | 1 | < 0.1% | |
| 884 | 2 | < 0.1% | |
| 809 | 1 | < 0.1% |
num_root
Highly correlated
This variable is highly correlated with num_compromised and should be ignored for analysis
| Correlation | 0.9988334526 |
|---|
protocol_type
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | 14993 |
| 3 | 8291 |
| Value | Count | Frequency (%) | |
| 1 | 102689 | 81.5% | |
| 2 | 14993 | 11.9% | |
| 3 | 8291 | 6.6% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
rerror_rate
Highly correlated
This variable is highly correlated with dst_host_srv_rerror_rate and should be ignored for analysis
| Correlation | 0.9644486655 |
|---|
same_srv_rate
Numeric
| Distinct count | 101 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.6609276591 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 2.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.09 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0.91 |
Descriptive statistics
| Standard deviation | 0.4396228624 |
|---|---|
| Coef of variation | 0.6651603339 |
| Kurtosis | -1.609765806 |
| Mean | 0.6609276591 |
| MAD | 0.419753629 |
| Skewness | -0.5724994801 |
| Sum | 83259.04 |
| Variance | 0.1932682612 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 76812 | 61.0% | |
| 0.01 | 4027 | 3.2% | |
| 0.02 | 3616 | 2.9% | |
| 0.03 | 3503 | 2.8% | |
| 0.07 | 3438 | 2.7% | |
| 0.04 | 3227 | 2.6% | |
| 0.06 | 3220 | 2.6% | |
| 0.05 | 3088 | 2.5% | |
| 0.08 | 2815 | 2.2% | |
| 0 | 2766 | 2.2% | |
| Other values (91) | 19461 | 15.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2766 | 2.2% | |
| 0.01 | 4027 | 3.2% | |
| 0.02 | 3616 | 2.9% | |
| 0.03 | 3503 | 2.8% | |
| 0.04 | 3227 | 2.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 76812 | 61.0% | |
| 0.99 | 759 | 0.6% | |
| 0.98 | 97 | 0.1% | |
| 0.97 | 44 | < 0.1% | |
| 0.96 | 16 | < 0.1% |
serror_rate
Highly correlated
This variable is highly correlated with dst_host_srv_serror_rate and should be ignored for analysis
| Correlation | 0.9811389586 |
|---|
service
Numeric
| Distinct count | 70 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 11.10711025 |
|---|---|
| Minimum | 1 |
| Maximum | 70 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| Median | 4 |
| Q3 | 15 |
| 95-th percentile | 42 |
| Maximum | 70 |
| Range | 69 |
| Interquartile range | 12 |
Descriptive statistics
| Standard deviation | 12.76029086 |
|---|---|
| Coef of variation | 1.148839848 |
| Kurtosis | 3.067740765 |
| Mean | 11.10711025 |
| MAD | 9.447378654 |
| Skewness | 1.896832901 |
| Sum | 1399196 |
| Variance | 162.8250227 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 61.5 62.5 64.5 65.5 70. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4 | 40338 | 32.0% | |
| 3 | 21853 | 17.3% | |
| 12 | 9043 | 7.2% | |
| 16 | 7313 | 5.8% | |
| 1 | 6860 | 5.4% | |
| 8 | 4586 | 3.6% | |
| 2 | 4359 | 3.5% | |
| 26 | 3077 | 2.4% | |
| 10 | 2353 | 1.9% | |
| 11 | 1767 | 1.4% | |
| Other values (60) | 24424 | 19.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6860 | 5.4% | |
| 2 | 4359 | 3.5% | |
| 3 | 21853 | 17.3% | |
| 4 | 40338 | 32.0% | |
| 5 | 78 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 70 | 2 | < 0.1% | |
| 69 | 3 | < 0.1% | |
| 68 | 1 | < 0.1% | |
| 67 | 2 | < 0.1% | |
| 66 | 2 | < 0.1% |
src_bytes
Numeric
| Distinct count | 3341 |
|---|---|
| Unique (%) | 2.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 45566.743 |
|---|---|
| Minimum | 0 |
| Maximum | 1379963888 |
| Zeros (%) | 39.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 44 |
| Q3 | 276 |
| 95-th percentile | 1480 |
| Maximum | 1379963888 |
| Range | 1379963888 |
| Interquartile range | 276 |
Descriptive statistics
| Standard deviation | 5870331.182 |
|---|---|
| Coef of variation | 128.8292907 |
| Kurtosis | 39354.12125 |
| Mean | 45566.743 |
| MAD | 89288.96335 |
| Skewness | 190.669347 |
| Sum | 5740179316 |
| Variance | 3.446078819e+13 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 49392 | 39.2% | |
| 8 | 3691 | 2.9% | |
| 1 | 2432 | 1.9% | |
| 44 | 2334 | 1.9% | |
| 45 | 2089 | 1.7% | |
| 1032 | 2001 | 1.6% | |
| 46 | 1294 | 1.0% | |
| 43 | 1284 | 1.0% | |
| 105 | 998 | 0.8% | |
| 147 | 948 | 0.8% | |
| Other values (3331) | 59510 | 47.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 49392 | 39.2% | |
| 1 | 2432 | 1.9% | |
| 4 | 2 | < 0.1% | |
| 5 | 28 | < 0.1% | |
| 6 | 147 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1379963888 | 1 | < 0.1% | |
| 1167519497 | 1 | < 0.1% | |
| 693375640 | 1 | < 0.1% | |
| 621568663 | 1 | < 0.1% | |
| 381709090 | 1 | < 0.1% |
srv_count
Numeric
| Distinct count | 509 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 27.73788828 |
|---|---|
| Minimum | 0 |
| Maximum | 511 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 8 |
| Q3 | 18 |
| 95-th percentile | 158 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 72.63583965 |
|---|---|
| Coef of variation | 2.618650667 |
| Kurtosis | 24.24448367 |
| Mean | 27.73788828 |
| MAD | 34.38068086 |
| Skewness | 4.694161923 |
| Sum | 3494225 |
| Variance | 5275.965201 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 25398 | 20.2% | |
| 2 | 12820 | 10.2% | |
| 3 | 6336 | 5.0% | |
| 4 | 5526 | 4.4% | |
| 5 | 4636 | 3.7% | |
| 6 | 4156 | 3.3% | |
| 7 | 3992 | 3.2% | |
| 8 | 3697 | 2.9% | |
| 9 | 3528 | 2.8% | |
| 11 | 3293 | 2.6% | |
| Other values (499) | 52591 | 41.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | < 0.1% | |
| 1 | 25398 | 20.2% | |
| 2 | 12820 | 10.2% | |
| 3 | 6336 | 5.0% | |
| 4 | 5526 | 4.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 511 | 1012 | 0.8% | |
| 510 | 160 | 0.1% | |
| 509 | 49 | < 0.1% | |
| 508 | 11 | < 0.1% | |
| 507 | 3 | < 0.1% |
srv_diff_host_rate
Numeric
| Distinct count | 60 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.09732164829 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros (%) | 77.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.2598304981 |
|---|---|
| Coef of variation | 2.669811935 |
| Kurtosis | 6.816307244 |
| Mean | 0.09732164829 |
| MAD | 0.1571138551 |
| Skewness | 2.860354518 |
| Sum | 12259.9 |
| Variance | 0.06751188775 |
| Memory size | 984.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 97574 | 77.5% | |
| 1 | 8143 | 6.5% | |
| 0.01 | 2865 | 2.3% | |
| 0.5 | 982 | 0.8% | |
| 0.67 | 975 | 0.8% | |
| 0.12 | 904 | 0.7% | |
| 0.33 | 790 | 0.6% | |
| 0.02 | 771 | 0.6% | |
| 0.11 | 732 | 0.6% | |
| 0.25 | 724 | 0.6% | |
| Other values (50) | 11513 | 9.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 97574 | 77.5% | |
| 0.01 | 2865 | 2.3% | |
| 0.02 | 771 | 0.6% | |
| 0.03 | 218 | 0.2% | |
| 0.04 | 187 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 8143 | 6.5% | |
| 0.88 | 1 | < 0.1% | |
| 0.83 | 7 | < 0.1% | |
| 0.8 | 60 | < 0.1% | |
| 0.75 | 235 | 0.2% |
srv_rerror_rate
Highly correlated
This variable is highly correlated with rerror_rate and should be ignored for analysis
| Correlation | 0.989007653 |
|---|
srv_serror_rate
Highly correlated
This variable is highly correlated with serror_rate and should be ignored for analysis
| Correlation | 0.9932892425 |
|---|
wrong_fragment
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 3 | 884 |
| 1 | 206 |
| Value | Count | Frequency (%) | |
| 0 | 124883 | 99.1% | |
| 3 | 884 | 0.7% | |
| 1 | 206 | 0.2% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
First rows
| count | diff_srv_rate | dst_bytes | dst_host_count | dst_host_diff_srv_rate | dst_host_rerror_rate | dst_host_same_src_port_rate | dst_host_same_srv_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_diff_host_rate | dst_host_srv_rerror_rate | dst_host_srv_serror_rate | duration | flag | hot | is_guest_login | label | logged_in | num_compromised | num_root | protocol_type | rerror_rate | same_srv_rate | serror_rate | service | src_bytes | srv_count | srv_diff_host_rate | srv_rerror_rate | srv_serror_rate | wrong_fragment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 0.00 | 0 | 150 | 0.03 | 0.05 | 0.17 | 0.17 | 0.00 | 25 | 0.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0.0 | 1.00 | 0.0 | 1 | 491 | 2 | 0.00 | 0.0 | 0.0 | 0 |
| 1 | 13 | 0.15 | 0 | 255 | 0.60 | 0.00 | 0.88 | 0.00 | 0.00 | 1 | 0.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0.0 | 0.08 | 0.0 | 2 | 146 | 1 | 0.00 | 0.0 | 0.0 | 0 |
| 2 | 123 | 0.07 | 0 | 255 | 0.05 | 0.00 | 0.00 | 0.10 | 1.00 | 26 | 0.00 | 0.00 | 1.00 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.05 | 1.0 | 3 | 0 | 6 | 0.00 | 0.0 | 1.0 | 0 |
| 3 | 5 | 0.00 | 8153 | 30 | 0.00 | 0.00 | 0.03 | 1.00 | 0.03 | 255 | 0.04 | 0.01 | 0.01 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.2 | 4 | 232 | 5 | 0.00 | 0.0 | 0.2 | 0 |
| 4 | 30 | 0.00 | 420 | 255 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 255 | 0.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.0 | 4 | 199 | 32 | 0.09 | 0.0 | 0.0 | 0 |
| 5 | 121 | 0.06 | 0 | 255 | 0.07 | 1.00 | 0.00 | 0.07 | 0.00 | 19 | 0.00 | 1.00 | 0.00 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.0 | 0.16 | 0.0 | 3 | 0 | 19 | 0.00 | 1.0 | 0.0 | 0 |
| 6 | 166 | 0.06 | 0 | 255 | 0.05 | 0.00 | 0.00 | 0.04 | 1.00 | 9 | 0.00 | 0.00 | 1.00 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.05 | 1.0 | 3 | 0 | 9 | 0.00 | 0.0 | 1.0 | 0 |
| 7 | 117 | 0.06 | 0 | 255 | 0.07 | 0.00 | 0.00 | 0.06 | 1.00 | 15 | 0.00 | 0.00 | 1.00 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.14 | 1.0 | 3 | 0 | 16 | 0.00 | 0.0 | 1.0 | 0 |
| 8 | 270 | 0.05 | 0 | 255 | 0.05 | 0.00 | 0.00 | 0.09 | 1.00 | 23 | 0.00 | 0.00 | 1.00 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.09 | 1.0 | 5 | 0 | 23 | 0.00 | 0.0 | 1.0 | 0 |
| 9 | 133 | 0.06 | 0 | 255 | 0.06 | 0.00 | 0.00 | 0.05 | 1.00 | 13 | 0.00 | 0.00 | 1.00 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.06 | 1.0 | 3 | 0 | 8 | 0.00 | 0.0 | 1.0 | 0 |
Last rows
| count | diff_srv_rate | dst_bytes | dst_host_count | dst_host_diff_srv_rate | dst_host_rerror_rate | dst_host_same_src_port_rate | dst_host_same_srv_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_diff_host_rate | dst_host_srv_rerror_rate | dst_host_srv_serror_rate | duration | flag | hot | is_guest_login | label | logged_in | num_compromised | num_root | protocol_type | rerror_rate | same_srv_rate | serror_rate | service | src_bytes | srv_count | srv_diff_host_rate | srv_rerror_rate | srv_serror_rate | wrong_fragment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125963 | 3 | 0.00 | 1600 | 255 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 255 | 0.00 | 0.0 | 0.0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.00 | 4 | 334 | 3 | 0.00 | 0.0 | 0.00 | 0 |
| 125964 | 128 | 0.05 | 0 | 255 | 0.06 | 0.00 | 0.00 | 0.05 | 1.00 | 12 | 0.00 | 0.0 | 1.0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.07 | 1.00 | 3 | 0 | 9 | 0.00 | 0.0 | 1.00 | 0 |
| 125965 | 1 | 0.00 | 365 | 1 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 2 | 1.00 | 0.0 | 0.0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.00 | 16 | 2233 | 1 | 0.00 | 0.0 | 0.00 | 0 |
| 125966 | 113 | 0.07 | 0 | 255 | 0.07 | 0.00 | 0.00 | 0.05 | 1.00 | 13 | 0.00 | 0.0 | 1.0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.03 | 1.00 | 3 | 0 | 3 | 0.00 | 0.0 | 1.00 | 0 |
| 125967 | 3 | 0.00 | 375 | 3 | 0.00 | 0.00 | 0.33 | 1.00 | 0.33 | 255 | 0.04 | 0.0 | 0.0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.33 | 4 | 359 | 11 | 0.18 | 0.0 | 0.09 | 0 |
| 125968 | 184 | 0.06 | 0 | 255 | 0.06 | 0.00 | 0.00 | 0.10 | 1.00 | 25 | 0.00 | 0.0 | 1.0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.14 | 1.00 | 3 | 0 | 25 | 0.00 | 0.0 | 1.00 | 0 |
| 125969 | 2 | 0.00 | 145 | 255 | 0.01 | 0.00 | 0.01 | 0.96 | 0.00 | 244 | 0.00 | 0.0 | 0.0 | 8 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0.0 | 1.00 | 0.00 | 3 | 105 | 2 | 0.00 | 0.0 | 0.00 | 0 |
| 125970 | 1 | 0.00 | 384 | 255 | 0.06 | 0.01 | 0.00 | 0.12 | 0.72 | 30 | 0.00 | 0.0 | 0.0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.00 | 16 | 2231 | 1 | 0.00 | 0.0 | 0.00 | 0 |
| 125971 | 144 | 0.05 | 0 | 255 | 0.05 | 0.00 | 0.00 | 0.03 | 1.00 | 8 | 0.00 | 0.0 | 1.0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.0 | 0.06 | 1.00 | 36 | 0 | 8 | 0.00 | 0.0 | 1.00 | 0 |
| 125972 | 1 | 0.00 | 0 | 255 | 0.03 | 0.00 | 0.30 | 0.30 | 0.00 | 77 | 0.00 | 0.0 | 0.0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0.0 | 1.00 | 0.00 | 1 | 151 | 1 | 0.00 | 0.0 | 0.00 | 0 |